An Algorithm for Computing the Stratonovich's Value of Information
Autor: | Kamatsuka, Akira, Yoshida, Takahiro, Kazama, Koki, Matsushima, Toshiyasu |
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Rok vydání: | 2022 |
Předmět: | |
Druh dokumentu: | Working Paper |
Popis: | We propose an algorithm for computing Stratonovich's value of information (VoI) that can be regarded as an analogue of the distortion-rate function. We construct an alternating optimization algorithm for VoI under a general information leakage constraint and derive a convergence condition. Furthermore, we discuss algorithms for computing VoI under specific information leakage constraints, such as Shannon's mutual information (MI), $f$-leakage, Arimoto's MI, Sibson's MI, and Csiszar's MI. |
Databáze: | arXiv |
Externí odkaz: |